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2204.05149
Cited By
The Carbon Footprint of Machine Learning Training Will Plateau, Then Shrink
11 April 2022
David A. Patterson
Joseph E. Gonzalez
Urs Holzle
Quoc V. Le
Chen Liang
Lluís-Miquel Munguía
D. Rothchild
David R. So
Maud Texier
J. Dean
AI4CE
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HuggingFace (9 upvotes)
Papers citing
"The Carbon Footprint of Machine Learning Training Will Plateau, Then Shrink"
50 / 136 papers shown
The Hidden AI Race: Tracking Environmental Costs of Innovation
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Xueqing Peng
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Mingquan Lin
Prayag Tiwari
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Sophia Ananiadou
258
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19 Nov 2025
Value-Aligned Prompt Moderation via Zero-Shot Agentic Rewriting for Safe Image Generation
Xin Zhao
Xiaojun Chen
Bingshan Liu
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Zhendong Zhao
Xiaoyan Gu
DiffM
149
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12 Nov 2025
ML-EcoLyzer: Quantifying the Environmental Cost of Machine Learning Inference Across Frameworks and Hardware
Jose Marie Antonio Minoza
Rex Gregor Laylo
Christian F Villarin
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110
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10 Nov 2025
LoPT: Lossless Parallel Tokenization Acceleration for Long Context Inference of Large Language Model
Wei Shao
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Pengyu Wang
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Jun Li
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108
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07 Nov 2025
The Limits of Obliviate: Evaluating Unlearning in LLMs via Stimulus-Knowledge Entanglement-Behavior Framework
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Thai Le
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169
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29 Oct 2025
Hierarchical Graph Networks for Accurate Weather Forecasting via Lightweight Training
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AI4CE
195
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25 Oct 2025
Small is Sufficient: Reducing the World AI Energy Consumption Through Model Selection
Tiago da Silva Barros
Frédéric Giroire
Ramon Aparicio-Pardo
Joanna Moulierac
128
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02 Oct 2025
ModernVBERT: Towards Smaller Visual Document Retrievers
Paul Teiletche
Quentin Macé
Max Conti
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Pierre Colombo
Manuel Faysse
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300
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0
01 Oct 2025
Adapting SAM with Dynamic Similarity Graphs for Few-Shot Parameter-Efficient Small Dense Object Detection: A Case Study of Chickpea Pods in Field Conditions
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Yixue Liu
Mohamed Debbagh
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Valerio Hoyos-Villegas
Viacheslav Adamchuk
Shangpeng Sun
124
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30 Sep 2025
Are Humans as Brittle as Large Language Models?
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Jiahui Li
Sean Papay
Roman Klinger
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213
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09 Sep 2025
Greener Deep Reinforcement Learning: Analysis of Energy and Carbon Efficiency Across Atari Benchmarks
Jason Gardner
Ayan Dutta
Swapnoneel Roy
O. P. Kreidl
Ladislau Bölöni
75
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05 Sep 2025
Self-adaptive Dataset Construction for Real-World Multimodal Safety Scenarios
Jingen Qu
L. Li
Bo Zhang
Yichen Yan
Jing Shao
128
1
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04 Sep 2025
Promptception: How Sensitive Are Large Multimodal Models to Prompts?
Mohamed Insaf Ismithdeen
Muhammad Uzair Khattak
Salman Khan
LRM
135
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0
04 Sep 2025
Measuring the environmental impact of delivering AI at Google Scale
Cooper Elsworth
Keguo Huang
David Patterson
Ian Schneider
Robert Sedivy
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Parthasarathy Ranganathan
J. Dean
Amin Vahdat
Ben Gomes
James Manyika
112
14
0
21 Aug 2025
Comparing energy consumption and accuracy in text classification inference
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Tilman Hartwig
149
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A Comprehensive Evaluation framework of Alignment Techniques for LLMs
Muneeza Azmat
Momin Abbas
M. Macedo
Marcelo Carpinette Grave
Luan Soares de Souza
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Raya Horesh
Yixin Chen
Heloisa Caroline de Souza Pereira Candello
Rebecka Nordenlow
Aminat Adebiyi
OffRL
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13 Aug 2025
Static and Plugged: Make Embodied Evaluation Simple
Jiahao Xiao
Jianbo Zhang
BoWen Yan
Shengyu Guo
Tongrui Ye
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Xiaohong Liu
Zhengxue Cheng
Lei Fan
Chuyi Li
Guangtao Zhai
196
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06 Aug 2025
Prompting Large Language Models to Detect Dementia Family Caregivers
Md Badsha Biswas
Özlem Uzuner
71
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04 Aug 2025
On the Sustainability of AI Inferences in the Edge
Ghazal Sobhani
Md. Monzurul Amin Ifath
Tushar Sharma
I. Haque
107
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30 Jul 2025
Jailbreaking Large Language Diffusion Models: Revealing Hidden Safety Flaws in Diffusion-Based Text Generation
Yuanhe Zhang
Fangzhou Xie
Zhenhong Zhou
Zherui Li
Hao Chen
Kun Wang
Yufei Guo
213
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25 Jul 2025
Breaking the ICE: Exploring promises and challenges of benchmarks for Inference Carbon & Energy estimation for LLMs
International Workshop on Green and Sustainable Software (GSS), 2025
Samarth Sikand
Rohit Mehra
Priyavanshi Pathania
Nikhil Bamby
Vibhu Saujanya Sharma
Vikrant Kaulgud
Sanjay Podder
Adam P. Burden
108
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10 Jun 2025
Brevity is the soul of sustainability: Characterizing LLM response lengths
Annual Meeting of the Association for Computational Linguistics (ACL), 2025
S. Poddar
Paramita Koley
Janardan Misra
Sanjay Podder
Navveen Balani
Niloy Ganguly
Saptarshi Ghosh
238
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10 Jun 2025
AnnaAgent: Dynamic Evolution Agent System with Multi-Session Memory for Realistic Seeker Simulation
Annual Meeting of the Association for Computational Linguistics (ACL), 2025
Ming Wang
Peidong Wang
Lin Wu
Xiaocui Yang
Daling Wang
Shi Feng
Yuxin Chen
B. Wang
Yifei Zhang
261
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31 May 2025
ResSVD: Residual Compensated SVD for Large Language Model Compression
Haolei Bai
Siyong Jian
Tuo Liang
Yu Yin
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Guidelines for the Quality Assessment of Energy-Aware NAS Benchmarks
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Marius Lindauer
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21 May 2025
The Energy Cost of Reasoning: Analyzing Energy Usage in LLMs with Test-time Compute
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Gu-Yeon Wei
David Brooks
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GreenFactory: Ensembling Zero-Cost Proxies to Estimate Performance of Neural Networks
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Nuno Lourenço
Paolo Romano
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14 May 2025
Energy Considerations of Large Language Model Inference and Efficiency Optimizations
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Jared Fernandez
Clara Na
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Yonatan Bisk
Sasha Luccioni
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491
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Akari Asai
Maarten Sap
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A Survey of Scaling in Large Language Model Reasoning
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Song Wang
Zhen Tan
Xingbo Fu
Zhenyu Lei
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Huan Liu
Cong Shen
Jundong Li
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502
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02 Apr 2025
Green MLOps to Green GenOps: An Empirical Study of Energy Consumption in Discriminative and Generative AI Operations
Adrián Sánchez-Mompó
Ioannis Mavromatis
Peizheng Li
Konstantinos Katsaros
Aftab Khan
282
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31 Mar 2025
Entropy-based Exploration Conduction for Multi-step Reasoning
Annual Meeting of the Association for Computational Linguistics (ACL), 2025
Jinghan Zhang
Xiting Wang
Fengran Mo
Yeyang Zhou
Wanfu Gao
Kunpeng Liu
LRM
354
16
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20 Mar 2025
VisTW: Benchmarking Vision-Language Models for Traditional Chinese in Taiwan
Zhi Rui Tam
Ya-Ting Pai
Yen-Wei Lee
Yun-Nung Chen
CoGe
435
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13 Mar 2025
DynTaskMAS: A Dynamic Task Graph-driven Framework for Asynchronous and Parallel LLM-based Multi-Agent Systems
Proceedings of the ... International Conference on Automated Planning and Scheduling (ICAPS), 2025
Junwei Yu
Yepeng Ding
Hiroyuki Sato
LLMAG
AI4CE
440
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10 Mar 2025
FairSense-AI: Responsible AI Meets Sustainability
Shaina Raza
Mukund Sayeeganesh Chettiar
Matin Yousefabadi
Tahniat Khan
Veronica Chatrath
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Climate And Resource Awareness is Imperative to Achieving Sustainable AI (and Preventing a Global AI Arms Race)
Pedram Bakhtiarifard
Pınar Tözün
Christian Igel
Raghavendra Selvan
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Can LLM Agents Maintain a Persona in Discourse?
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Nicolas Fay
Michael Wise
Amitava Datta
Stephanie Meek
Usman Naseem
Mehwish Nasim
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17 Feb 2025
Energy-Conscious LLM Decoding: Impact of Text Generation Strategies on GPU Energy Consumption
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297
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Towards Sustainable NLP: Insights from Benchmarking Inference Energy in Large Language Models
North American Chapter of the Association for Computational Linguistics (NAACL), 2025
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Paramita Koley
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Niloy Ganguly
Saptarshi Ghosh
Saptarshi Ghosh
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OverThink: Slowdown Attacks on Reasoning LLMs
A. Kumar
Jaechul Roh
A. Naseh
Marzena Karpinska
Mohit Iyyer
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Eugene Bagdasarian
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605
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04 Feb 2025
Towards Sustainable Large Language Model Serving
ACM SIGEnergy Energy Informatics Review (SEIR), 2024
Sophia Nguyen
Beihao Zhou
Yi Ding
Sihang Liu
487
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31 Dec 2024
How Green Can AI Be? A Study of Trends in Machine Learning Environmental Impacts
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Anne-Laure Ligozat
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152
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Towards Environmentally Equitable AI
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Shaolei Ren
R. Sitaraman
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Shaping AI's Impact on Billions of Lives
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Andy Konwinski
Sanmi Koyejo
Pelonomi Moiloa
Emma Pierson
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SILM
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GreenMachine: Automatic Design of Zero-Cost Proxies for Energy-Efficient NAS
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Nuno Lourenço
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309
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Hardware Scaling Trends and Diminishing Returns in Large-Scale Distributed Training
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Luca Wehrstedt
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Mostafa Elhoushi
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Jacob Kahn
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Principles of Visual Tokens for Efficient Video Understanding
Xinyue Hao
Gen Li
Shreyank N. Gowda
Robert B Fisher
Jonathan Huang
Anurag Arnab
Laura Sevilla-Lara
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20 Nov 2024
A System Level Performance Evaluation for Superconducting Digital Systems
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Joyjit Kundu
Debjyoti Bhattacharjee
Nathan Josephsen
Ankit Pokhrel
Udara De Silva
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Manu Perumkunnil
Quentin Herr
Anna Herr
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Blind Spot Navigation in Large Language Model Reasoning with Thought Space Explorer
Jinghan Zhang
Fengran Mo
Xiting Wang
Yeyang Zhou
Xinyue Ye
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Yanjie Fu
LM&Ro
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457
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31 Oct 2024
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